Managerial Incentives for Income Smoothing Through Bank Loan Loss Provisions

We examine alternative underlying motives of bank managers in using loan loss provisions (LLP) to smooth reported income. Based on the analytical results of Fudenberg and Tirole (1995), we predict that for banks with good (poor) current performance and expected poor (good) future performance, managers will save income for (borrow income from) the future by reducing (increasing) current income through LLP. We also analyze three additional variables that could explain cross-sectional differences in the level of income smoothing. Our empirical analysis provides support for our predictions. The difference in LLP between the two groups of banks is positive as hypothesized, indicating that bank managers do save earnings through LLP in good times and borrow earnings using LLP in bad times. Similar results are obtained for analysis using discretionary LLP. When bank managers are saving earnings for the future, we provide evidence that the need to obtain external financing is an important additional variable in explaining cross-sectional differences in the extent of income smoothing. Furthermore, whether or not a bank is well capitalized is also weakly significant in explaining cross-sectional differences in income smoothing.     

Bank loan-loss provisions and the income-smoothing hypothesis: An empirical analysis, 1976–1984

This article tests an income-smoothing hypothesis for a sample of 106 large bank holding companies for the period 1976 to 1984. Our focus is on the behavior of the provision for loan losses as a function of bank income and alternative measures of business conditions likely to affect loan portfolio risk-taking or quality. Using an econometric model with pooled time-series, cross-sectional data, we find evidence of income-smoothing behavior over our test period. Our dummy-variable models indicate that regional banking companies tend to engage in income smoothing more than money-center banks. Alternative motivations for income-smoothing behavior, which include bank regulatory policy, risk management, agency theory, and compensation policy, are explored and their policy implications considered.     

Income smoothing among European systemic and non-systemic banks

There is scant research on the financial reporting behaviour of global systemically-important banks (G-SIBs) and non-global systemically-important banks (non-G-SIBs). We examine the link between financial reporting and financial system stability given the understanding that income smoothing is a stability mechanism for banks. We empirically examine whether the way G-SIBs use loan loss provisions (LLPs) to smooth income differ compared to non-G-SIBs and the incentive to do so. We examine 231 European banks and find that income smoothing is pronounced among G-SIBs in the post-crisis period and pronounced among non-G-SIBs in the pre-crisis period. Also, G-SIBs exhibit greater income smoothing when they: (i) have substantial non-performing loans, (ii) are more profitable and meet/exceed minimum regulatory capital ratios (iii) engage in forward-looking loan-loss provisioning and during recessionary periods. The implication of our findings is that capital regulation and abnormal economic fluctuations create incentives for systemic banks to use accounting numbers (loan loss provisions) to smooth income, which also align with the financial system stability objective of bank regulators. Our findings are useful to accounting standard setters in their evaluation of the role of reported accounting numbers for financial system stability, given the current regulatory environment in Europe which focuses on systemic banks.     

Loan growth and riskiness of banks

We investigate whether loan growth affects the riskiness of individual banks in 16 major countries. Using Bankscope data from more than 16,000 individual banks during 1997–2007, we test three hypotheses on the relation between abnormal loan growth and asset risk, bank profitability, and bank solvency. We find that loan growth leads to an increase in loan loss provisions during the subsequent three years, to a decrease in relative interest income, and to lower capital ratios. Further analyses show that loan growth also has a negative impact on the risk-adjusted interest income. These results suggest that loan growth represents an important driver of the riskiness of banks.     

The Impact of SFAS No. 114 on the Linear Information Dynamic for Commercial Banks

Increase (decrease) in loan loss provisions would decrease (increases) bank earnings, but increase (decreases) regulatory capital. Previous studies have separately documented earnings and capital management behavior via loan loss provisions by commercial banks. However, it is difficult to isolate a bank's demand for increasing earnings from its demand for regulatory capital because earnings is a source of capital. Based on the objective bank function, this study investigates the impact of SFAS No. 114 on the information content of loan loss provisions in relation to both earnings quality and capital adequacy in a linear information dynamic framework. Test results show that the association between market value with loan loss provisions became significantly stronger for commercial banks in the post- than in the pre-adoption period. As a result, SFAS No. 114 is also found to positively affect the association of market value with both bank earnings and regulatory capital through the clean surplus relation because of the higher value relevance of loan loss provisions. The findings thus provide empirical evidence that SFAS No. 114 has significantly complemented banking regulations in enhancing (reducing) the (dispersion from the) accounting measurement construct of loan loss provisions.     

Earnings management and auditor specialization in the post-sox era: An examination of the banking industry

This study examines the impact of auditor specialization on bank loan loss provisions for a large cross-section of US banks for the period 2002-2006. We find a positive relationship between earning (before provision) and loan loss provision, suggesting that bank managers use LLP to smooth earnings in the post-SOX period. However, this relationship is significantly moderated by audit industry expertise, providing strong evidence that industry specialization constrains income smoothing. In further analysis, we find some evidence that auditor specialization is more effective in reducing potentially incoming-increasing earnings management. Our results hold after controlling for self-selection bias and are robust to alternative measures of industry specialization. Overall, our findings support the conclusion that audit industry expertise plays an effective monitoring role in constraining management’s discretionary accounting choices.     

The Effect of Taxes on Corporate Financing Decisions: Evidence from a Panel of Italian Firms

This paper provides additional evidence on the relationship between corporate taxes and debt using panel data on Italian companies. The panel covers 1054 companies for the years 1982–1994.The paper follows the Graham-Shevlin methodology for calculating company specific marginal tax rates (MTR) relying on the non-linearity of corporate tax schedules resulting from company losses and the ensuing tax provisions (carry-forward and backward rules). In the period covered by the panel there were in Italy two taxes on corporate income (IRPEG and ILOR), with different loss carry-forward rules, whose statutory tax rates and tax bases changed several times. For these reasons the simulated MTRs display both cross-sectional and time-series variation.The paper tests whether taxes encourage the use of debt by analysing incremental financing decisions. In order to cope with the endogeneity of the MTR the paper considers two different specifications. The first uses the lagged value of the simulated MTR. The second employs the estimate of before-financing MTR proposed by Graham et al. (1998). Significant cross-sectional tax effects are identified under both specifications whereas time-series variation cannot be identified if due account is taken of firm-fixed tax effects.The paper also investigates whether personal taxes affect corporate financing decisions. The MTR may either overstate or understate the fiscal benefit of debt financing according to whether, at the personal level, interest income is taxed at a rate that is higher or lower than the tax rate on returns from common stocks. Differences in the dividend-payout ratio across companies and several reforms in interest, dividend and capital gains taxation provide sufficient cross-section and time-series variations to identify the effect of personal taxes on debt usage.     

The procyclicality of loan loss provisions in Islamic banks

From a sample of Islamic banks around the world from 1997 to 2012, this paper examines whether loan loss provisioning in Islamic banks is procyclical. Our empirical findings highlight that loan loss provisioning in Islamic banks remains procyclical, although the ‘expected’ loan loss model (E-LLM) has been implemented for Islamic banks in several countries. A closer investigation further documents that Islamic banks also use loan loss provisions for discretionary managerial actions, especially related to capital management in which loan loss reserves and provisions are inflated when bank capitalization declines. Eventually, this paper highlights that higher capitalization can mitigate the procyclicality of loan loss provisions in Islamic banks. In other words, loan loss provisioning becomes countercyclical for Islamic banks with higher capitalization. This paper therefore casts doubts on the adoption of the E-LLM for Islamic banks to promote countercyclical effects, because the E-LLM may be influenced by managerial discretion, including opportunistic capital management using loan loss provisions that may undermine the importance of maintaining bank capitalization.     

The association between fair value measurements and banks' discretionary accounting choices

This study examines the association between fair value measurements and banks' discretionary loan loss provisions using regulatory financial data from 2009 to 2016 for a sample of U.S. public bank holding companies. I find that banks recognizing larger proportions of fair value assets and liabilities based on level 2 and level 3 inputs are associated with lower discretionary loan loss provisions. However, there is no significant association between level 1 fair value assets and liabilities and discretionary loan loss provisions. When pre-managed earnings are lower, banks with larger proportions of level 2 and level 3 fair value assets and liabilities report smaller discretionary loan loss provisions to inflate earnings. Banks reporting larger proportions of level 2 and level 3 fair value assets and liabilities are more likely to use discretionary loan loss provisions to beat earnings benchmarks and manage tier one capital ratios. Overall, the results support the proposition that fair value assets and liabilities based on level 2 and level 3 inputs are less transparent and are subject to more discretion regarding loan loss provisions.     

Earnings and capital management and signaling: the use of loan-loss provisions by European banks

This paper investigates the relationship between loan-loss provisions (LLPs) and earnings management in the context of the capital adequacy of Euro Area (EA) banks versus non-EA credit institutions. This paper also examines whether LLPs signal managements’ expectations concerning future bank profits to investors. Additionally, this paper traces the role of bank regulations and creditor protection systems in explaining income smoothing. Evidence drawn from the 1996 to 2006 period indicates that LLPs do reflect changes in the expected quality of a bank's loan portfolio for both groups of banks, and that earnings management is an important determinant of LLPs for EA intermediaries, whereas non-EA credit institutions use LLPs to signal private information to outsiders. The paper also finds that higher protection of creditors’ rights significantly reduces the incentives to smooth earnings for EA banks. During the recent financial crisis, EA bank managers are much more concerned with their credit portfolio quality and do not use LLPs for discretionary purposes, whereas LLPs at non-EA banks are used to smooth income more than for the purposes of managing capital ratios or conveying private information about future performance to the market.     

Ability of accounting and audit quality variables to predict bank failure during the financial crisis

We examine the ability of selected accounting and audit quality variables measured in a period prior to the financial crisis (i.e., the four quarters of 2006), to predict banks that subsequently failed during the financial crisis. We employ two sets of samples from the US: a troubled banks sample that includes banks that failed in or after 2007 as well as banks classified as being troubled based on profitability, loan quality, and balance sheet position in 2007, and a full sample that includes all banks with available required data. Using the troubled banks sample, we identify six reliable predictors of bank failure: auditor type, auditor industry specialization, Tier 1 capital ratio, proportion of securitized loans, growth in loans, and loan mix. For the larger full sample of banks, we identify the following ten predictors of bank failure: auditor type, Tier 1 capital ratio, proportion of securitized loans, nonperforming loans, loan loss provisions, growth in commercial loans, growth in real estate loans, growth in overall loans, loan mix, and whether the bank is a public bank.     

Domestic and multinational determinants of foreign bank profits: The case of Greek banks operating abroad

This paper examines the determinants of profits of Greek banks operating abroad by developing an integrated model that includes a set of determinants informed by the literature on the profitability of both multinational and domestic banks. The basis for our econometric analysis is provided by an unbalanced panel dataset for 19 Greek bank subsidiaries operating in 11 nations, covering the period from 1995 to 2001. The results show that the profitability of the parent bank and the operating experience of its host nation subsidiaries have a robust and positive impact on the profits of Greek banks abroad, whereas subsidiary bank size has a negative effect. Domestic financial factors reflecting stock market developments, bank-specific factors such as liquidity, loan loss provisions or cost efficiency, and market specific factors like concentration or market share in the host nations, are all insignificant in explaining Greek subsidiary banks’ profits.     

Countercyclical prudential buffers and bank risk-taking

We investigate the effects of countercyclical prudential buffers on bank risk-taking. We exploit the introduction of dynamic loan loss provisioning in Spain, mandating that banks use historical average loss rates in their estimation of loan loss provisions. We find that dynamic loan loss provisioning is associated with reductions in timely loan loss provisioning. Banks that previously recognized loan losses in a timely fashion exhibit the greatest reductions in timeliness and consequently extend loans to riskier borrowers with lower accounting quality. Our results have policy implications for the debate on the use of financial reporting requirements in mitigating capital pro-cyclicality.     

Performance of Canadian banks and oil price movements

We employ dynamic panel data models to examine the performance (profitability and asset quality) of a large sample of Canadian banks from 1996Q1 to 2018Q2. Profits, measured as return on assets (ROA), depend on bank factors (capital adequacy, loan loss provisions (LLP) and non-interest income), the slope of the yield curve, and several oil price measures. Our findings suggest that the persistence of profits is estimated to be around 0.40 and the direct impact of oil prices tends to be positive on profits. When oil interacts with non-interest income, there is a strong positive relationship. This can be interpreted as oil price increases leading to more banking transactions (derivatives, fees) and then higher profits. Our evidence also suggests that positive oil price changes increase the asset quality of Canadian banks by reducing the ratio of LLP.     

Regulatory pressure and income smoothing by banks in response to anticipated changes to the Basel Ⅱ Accordq

We examine the effects of the revised Basel II rules on bank managers’ discretionary behavior, specifically income smoothing and loan loss provisioning. As the ...     

Capital and Earnings Management: Evidence from Alternative Banking Business Models

This paper examines whether institutional characteristics distinguishing Islamic from conventional banks lead to distinctive capital and earnings management behavior through the use of loan loss provisions. In our sample countries, the two banking sectors operate under different regulatory frameworks: conventional banks currently apply the “incurred” loan loss model until 2018 whereas Islamic banks mandatorily adopt an “expected” loan loss model. Our results provide significant evidence of capital and earnings management practices via loan loss provisions in conventional banks. This finding is more prominent for large and loss-generating banks. By contrast, Islamic banks tend not to use loan loss provisions in either capital or earnings management, irrespective of the bank's size, earnings profile, or the structure of their loan loss model. This difference may be attributed to the constrained business model of Islamic banking, strict governance, and ethical orientation.     

Keeping up with the Joneses? Evidence from Peer Performance in the Banking Industry

This paper traces the reaction of US banks to ROE underperformance on liquidity creation, equity capital, and loan loss provisions. We find that banks change their structures in the subsequent quarter after underperformance by increasing their on-balance and off-balance sheet liquidity creation to increase profitability. Banks tend to increase their equity capital and improve their loan quality by lowering non-discretionary loan loss provisions to become safer. Banks signal their ability to overcome underperformance by increasing their discretionary loan loss provisions. Our results reveal that large banks rely mainly on off-balance sheet liquidity creation as their primary tool to recover from underperformance while medium-size and small banks adjust their equity capital to increase their safety.     

Cross-country linkages as determinants of procyclicality of loan loss provisions

Procyclicality in banking may result in financial instability and therefore be destructive to economic growth. The sensitivity of different banking balance sheet and income statement variables to the business cycle is diversified and may be prone to increasing integration of financial markets. In this paper, we address the problem of the influence of financial integration on the transmission of economic shocks from one country to another and consequently on the sensitivity of loan loss provisions (LLPs) to the business cycle. The application of the seemingly unrelated regression equations (SURE) approach to 13 OECD countries in 1995–2009 shows that the procyclicality of LLPs is statistically significant almost in the whole sample of countries. Regardless of the econometric specification, the income-smoothing, capital management and risk management hypotheses are hardly supported by the data. However, in SURE specification, the relationship of bank-specific variables is of higher statistical significance than in the country regression approach. Hence, cross-country interconnectedness is not only economically, but also empirically important when analyzing cross-country diversifications of LLPs.     

Loan Loss Provisions, Earnings Management and Capital Management under IFRS: The Case of EU Commercial Banks

Prior research has shown that loan loss provisions are primarily used as a tool for earnings management and capital management by listed banks. Effective 2005 all listed companies in the European Union (EU) are required to comply with International Financial Reporting Standards (IFRS). Adherence to IFRS, it is claimed, should enhance transparency of reporting practices relative to local General Accepted Accounting Principles (GAAP). The overall objective of this paper is to examine the impact of the implementation of IFRS on the use of loan loss provisions (LLPs) to manage earnings and capital. We use a sample of 91 EU listed commercial banks covering a period of 10 years (before and after implementation of IFRS). Since early adopters may have different incentives and motivations relative to those who adopt mandatorily, we dichotomize our sample into early and late adopters. Overall, we find that earnings management (using loan loss provisions) for both early and late adopters while significant over the estimation window is significantly reduced after implementation of IFRS. We also find that, for risky banks, earnings management behavior is more pronounced when compared to the less risky banks, but is significantly reduced in the post IFRS period. Capital management behavior by bank managers is not significant in both pre and post IFRS regimes. Overall, we conclude that the implementation of IFRS in the EU appears to have improved earnings quality by mitigating the tendency of bank managers of listed commercial banks to engage in earnings management using loan loss provisions.     

Does uncertainty matter for loan charge-offs?

Using a stylized real options model, we show that discretion over the timing of charging off a non-performing loan could be economically justified when collateral values are uncertain and there is a chance of loan recovery. The implied hypothesis of an “uncertainty dependence” aspect in loan charge-offs is empirically tested and validated using a panel of European banks. A welfare-maximizing regulator might want to let banks pursue such discretionary loan charge-off behavior, with the problem of distinguishing it from alternative capital management and income smoothing objectives, while transparency-seeking accounting standards setters would presumably not.